Molmo Chat on MMMU: score, rank and what it means
Molmo Chat scores 64.8 on MMMU, placing it #382 of 600 models in the index. The benchmark average is 67.1 and the leader is GPT-5.2 Max at 86.9.
Score distribution
The chart shows the top 10 models on MMMU, with Molmo Chat highlighted. Longer bars mean higher scores.
Top 10 leaderboard
| # | Model | Provider | Context | Input / 1M | Avg score |
|---|---|---|---|---|---|
| 1 | GPT-5.2 Max | OpenAI | 1000000 | $21.39 | 89.2 |
| 2 | GPT-5.1 Reasoning | OpenAI | 400000 | $20.27 | 88.3 |
| 3 | GPT-5.2 | OpenAI | 2000000 | $19.71 | 88.0 |
| 4 | Claude Sonnet 4.5 Reasoning | Anthropic | 400000 | $19.48 | 87.7 |
| 5 | GPT-5.1 Max | OpenAI | 2000000 | $20.50 | 87.9 |
| 6 | Grok 4 Pro | xAI | 1000000 | $19.00 | 85.4 |
| 7 | Claude Opus 4.5 Reasoning | Anthropic | 2000000 | $20.91 | 88.2 |
| 8 | Claude Sonnet 4.5 Pro | Anthropic | 1000000 | $18.73 | 86.7 |
| 9 | GPT-5.2 Pro | OpenAI | 2000000 | $21.32 | 89.6 |
| 10 | GPT-5.2 Vision | OpenAI | 1000000 | $19.03 | 87.4 |
What this score means
On MMMU, Molmo Chat sits at #382 of 600. The leader, GPT-5.2 Max, scores 86.9, so the gap to the top is 22.1 points. The median model in this index scores 70.0, which puts Molmo Chat below the midpoint.
Allen Institute for AI models average 58.5 on this benchmark. Molmo Chat is 6.3 points above that provider line, so it is a stronger result than the average Allen Institute for AI model.
Among open-weight models, the average is 65.1. Molmo Chat is 0.3 points below that group. This is the more useful comparison if you are shortlisting within the same tier rather than across the whole index.
Read a 64.8 as a relative signal, not an absolute guarantee. Benchmark scores depend on prompt format, evaluation harness and contamination controls. Use this page to narrow the shortlist, then test the model on your own data.
Price context
At $2.40 per million input tokens, Molmo Chat is below the median input price of $4.00 across the 600 models scored on MMMU. The models immediately around it in the ranking are shown below so you can compare score and price together.
| Model | Provider | Context | Input / 1M | Avg score |
|---|---|---|---|---|
| Doubao 1.5 Pro Nano | ByteDance | 16384 | $5.78 | 66.6 |
| Phi-3.5 Instruct | Microsoft | 16384 | $2.67 | 70.1 |
| Command A Nano | Cohere | 8192 | $5.90 | 66.3 |
| Arctic Instruct | Snowflake | 65536 | $2.83 | 70.6 |
| Molmo Chat | Allen Institute for AI | 32768 | $2.40 | 66.7 |
| Nemotron Nano | NVIDIA | 8192 | $2.24 | 66.6 |
| Nemotron Nano Chat | NVIDIA | 32768 | $2.21 | 66.2 |
Other benchmarks for Molmo Chat
| Benchmark | Score | Rank | Percentile | Relative |
|---|---|---|---|---|
| MMLU-Pro | 74.1 | 350 | 42th | |
| GPQA Diamond | 63.4 | 381 | 37th | |
| SWE-bench Verified | 52.9 | 399 | 34th | |
| HumanEval | 70.0 | 393 | 35th | |
| MATH-500 | 68.2 | 398 | 34th | |
| AIME 2025 | 58.1 | 399 | 34th | |
| LiveCodeBench | 58.6 | 382 | 36th | |
| IFEval | 76.1 | 387 | 36th | |
| TruthfulQA | 69.9 | 402 | 33th | |
| HellaSwag | 78.1 | 401 | 33th | |
| Arena Elo | 1324.4 | 393 | 35th |
FAQ
What score does Molmo Chat get on MMMU?
Molmo Chat scores 64.8 on MMMU in this index. The benchmark average is 67.1 and the top score is 86.9.
How does Molmo Chat rank on MMMU?
It ranks #382 of 600 models, in the 36th percentile. The leader is GPT-5.2 Max at 86.9.
Is Molmo Chat good at MMMU?
It is below the median for this benchmark, so test it carefully before relying on it for this capability. The result should be read alongside its price and context window.
How is the MMMU score calculated?
MMMU is a multimodal benchmark. Scores in this index are modelled estimates on a 0–100 scale (or Elo for Arena), derived from capability tier and benchmark difficulty. They are not official leaderboard results.
What does Molmo Chat cost?
Molmo Chat costs $2.40 per million input tokens and $10.86 per million output tokens.